Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "261"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 261 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 30 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 30 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 261, Node N20:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2460013 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.337917 -0.024962 -0.017341 -0.221455 -0.518036 -1.067821 18.426604 5.108727 0.5329 0.5387 0.3565 nan nan
2460012 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.426926 -0.114792 -0.145266 -0.379813 -0.763461 -1.170744 22.407271 5.103174 0.5363 0.5401 0.3514 nan nan
2460011 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2460010 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2460009 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2460008 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2460007 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459999 RF_ok 0.00% 0.00% 0.08% 0.00% - - nan nan nan nan nan nan nan nan 0.5950 0.5733 0.3112 nan nan
2459998 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.078875 1.727826 0.145530 -0.340148 0.082934 -0.441746 10.259812 7.069649 0.5626 0.5583 0.3742 nan nan
2459997 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.048962 1.851930 0.431925 -0.244382 -0.609524 -0.509082 8.549258 1.522719 0.5786 0.5742 0.3757 nan nan
2459996 RF_ok 0.00% 0.00% 0.00% 0.00% - - 0.317052 1.672689 0.424349 -0.254744 -0.834069 -0.334980 -0.147751 -0.118260 0.5890 0.5810 0.3896 nan nan
2459995 RF_ok 0.00% 0.00% 0.00% 0.00% - - 0.125724 1.689642 0.334278 -0.291486 0.303729 -0.699608 3.698088 -0.006871 0.5813 0.5768 0.3791 nan nan
2459994 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.260049 1.928628 0.262311 -0.386333 -0.459774 -0.685930 3.784444 0.471651 0.5745 0.5679 0.3756 nan nan
2459993 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.336590 2.339093 0.468720 -0.172926 -0.278654 -0.403626 2.512903 -0.636871 0.5670 0.5724 0.3825 nan nan
2459991 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.396587 2.629401 0.341142 -0.211467 0.289682 -0.836245 2.811039 2.269969 0.5735 0.5596 0.3851 nan nan
2459990 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.261518 2.411537 0.294896 -0.135077 -0.505462 -0.567513 5.454178 2.109699 0.5730 0.5634 0.3795 nan nan
2459989 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.210004 2.496539 0.461902 -0.162899 -0.519896 -0.900110 4.922429 1.542831 0.5709 0.5647 0.3807 nan nan
2459988 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.352358 2.823123 0.317187 -0.126100 -0.225478 -0.438655 4.852772 1.713984 0.5722 0.5672 0.3755 nan nan
2459987 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.162980 1.987105 0.346066 -0.382319 -0.561799 -0.872026 -0.221257 2.665338 0.5808 0.5731 0.3716 nan nan
2459986 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.090178 2.528751 0.375549 -0.218326 -0.219762 -0.835764 1.017152 -0.751087 0.6065 0.6043 0.3328 nan nan
2459985 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.216221 2.296910 0.269034 -0.405058 -0.789908 -0.994693 1.339303 2.875621 0.5831 0.5743 0.3813 nan nan
2459984 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.242015 2.024998 0.389897 -0.322417 -0.231943 0.307805 -0.567795 -0.595667 0.5965 0.5907 0.3618 nan nan
2459983 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.870285 -0.089447 -0.284876 -0.141381 -0.594466 -1.033002 7.322196 -0.755692 0.5910 0.6076 0.3377 nan nan
2459982 RF_ok 0.00% 0.00% 0.00% 0.00% - - 1.480821 1.562067 0.163446 -0.729623 -0.531153 -0.523130 -0.751170 -1.136843 0.6690 0.6601 0.2917 nan nan
2459981 RF_ok 0.00% 0.00% 0.00% 0.00% - - 1.304278 1.519189 0.878042 -0.201895 -0.645608 -1.035906 -0.803132 1.521290 0.5812 0.5825 0.3811 nan nan
2459980 RF_ok 0.00% 0.00% 0.00% 0.00% - - 1.131782 1.390184 0.522606 -0.648070 -0.540726 -1.303777 -0.064948 -0.612927 0.6318 0.6310 0.3053 nan nan
2459979 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.333944 1.451154 0.570756 -0.649189 -0.736722 -1.220855 -0.609981 5.185187 0.5739 0.5782 0.3806 nan nan
2459978 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.419164 1.584171 0.747854 -0.487885 -0.555398 -0.971501 -0.384367 6.094248 0.5747 0.5775 0.3877 nan nan
2459977 RF_ok 0.00% 0.00% 0.00% 0.00% - - 1.604886 1.467112 0.570743 -0.622599 -0.088211 -1.411694 -0.980305 2.854156 0.5339 0.5353 0.3472 nan nan
2459976 RF_ok 0.00% 0.00% 0.00% 0.00% - - 1.470747 1.519036 0.624914 -0.565521 -0.712089 -1.192471 -0.816812 2.967190 0.5837 0.5855 0.3742 nan nan

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 261: 2460013

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Temporal Discontinuties 18.426604 -0.337917 -0.024962 -0.017341 -0.221455 -0.518036 -1.067821 18.426604 5.108727

Antenna 261: 2460012

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Temporal Discontinuties 22.407271 -0.426926 -0.114792 -0.145266 -0.379813 -0.763461 -1.170744 22.407271 5.103174

Antenna 261: 2460011

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 261: 2460010

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 261: 2460009

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 261: 2460008

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 261: 2460007

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 261: 2459999

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 261: 2459998

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Temporal Discontinuties 10.259812 -0.078875 1.727826 0.145530 -0.340148 0.082934 -0.441746 10.259812 7.069649

Antenna 261: 2459997

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Temporal Discontinuties 8.549258 0.048962 1.851930 0.431925 -0.244382 -0.609524 -0.509082 8.549258 1.522719

Antenna 261: 2459996

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Shape 1.672689 0.317052 1.672689 0.424349 -0.254744 -0.834069 -0.334980 -0.147751 -0.118260

Antenna 261: 2459995

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Temporal Discontinuties 3.698088 0.125724 1.689642 0.334278 -0.291486 0.303729 -0.699608 3.698088 -0.006871

Antenna 261: 2459994

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Temporal Discontinuties 3.784444 -0.260049 1.928628 0.262311 -0.386333 -0.459774 -0.685930 3.784444 0.471651

Antenna 261: 2459993

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Temporal Discontinuties 2.512903 -0.336590 2.339093 0.468720 -0.172926 -0.278654 -0.403626 2.512903 -0.636871

Antenna 261: 2459991

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Temporal Discontinuties 2.811039 -0.396587 2.629401 0.341142 -0.211467 0.289682 -0.836245 2.811039 2.269969

Antenna 261: 2459990

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Temporal Discontinuties 5.454178 2.411537 -0.261518 -0.135077 0.294896 -0.567513 -0.505462 2.109699 5.454178

Antenna 261: 2459989

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Temporal Discontinuties 4.922429 2.496539 -0.210004 -0.162899 0.461902 -0.900110 -0.519896 1.542831 4.922429

Antenna 261: 2459988

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Temporal Discontinuties 4.852772 2.823123 -0.352358 -0.126100 0.317187 -0.438655 -0.225478 1.713984 4.852772

Antenna 261: 2459987

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Temporal Discontinuties 2.665338 -0.162980 1.987105 0.346066 -0.382319 -0.561799 -0.872026 -0.221257 2.665338

Antenna 261: 2459986

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Shape 2.528751 2.528751 -0.090178 -0.218326 0.375549 -0.835764 -0.219762 -0.751087 1.017152

Antenna 261: 2459985

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Temporal Discontinuties 2.875621 2.296910 -0.216221 -0.405058 0.269034 -0.994693 -0.789908 2.875621 1.339303

Antenna 261: 2459984

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Shape 2.024998 -0.242015 2.024998 0.389897 -0.322417 -0.231943 0.307805 -0.567795 -0.595667

Antenna 261: 2459983

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok ee Temporal Discontinuties 7.322196 -0.870285 -0.089447 -0.284876 -0.141381 -0.594466 -1.033002 7.322196 -0.755692

Antenna 261: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Shape 1.562067 1.480821 1.562067 0.163446 -0.729623 -0.531153 -0.523130 -0.751170 -1.136843

Antenna 261: 2459981

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Temporal Discontinuties 1.521290 1.519189 1.304278 -0.201895 0.878042 -1.035906 -0.645608 1.521290 -0.803132

Antenna 261: 2459980

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Shape 1.390184 1.390184 1.131782 -0.648070 0.522606 -1.303777 -0.540726 -0.612927 -0.064948

Antenna 261: 2459979

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Temporal Discontinuties 5.185187 1.333944 1.451154 0.570756 -0.649189 -0.736722 -1.220855 -0.609981 5.185187

Antenna 261: 2459978

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Temporal Discontinuties 6.094248 1.584171 1.419164 -0.487885 0.747854 -0.971501 -0.555398 6.094248 -0.384367

Antenna 261: 2459977

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Temporal Discontinuties 2.854156 1.604886 1.467112 0.570743 -0.622599 -0.088211 -1.411694 -0.980305 2.854156

Antenna 261: 2459976

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Temporal Discontinuties 2.967190 1.519036 1.470747 -0.565521 0.624914 -1.192471 -0.712089 2.967190 -0.816812
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